OLS Summary: P-values and Confidence Intervals

In short, the p-values represent the probability of the coefficient values being 0. The exact coefficients are unknown due to sampling uncertainty, and the confidence intervals represent the bounds of the population coefficient given a confidence range (e.g., 95% CI as above). If the coefficient is 0, then the independent variable can be deemed insignificant. Therefore, if the probability of the coefficient…